From a theoretical perspective we adapt the results of [1]} to obtain the necessary and sufficient condition for the existence and uniqueness of our Bradley-Terry estimator in the time-varying setting. We extend the previous analysis of [2]} to derive oracle inequalities on for our proposed method for both the estimation error and the excess risk under smoothness conditions on the winning probabilities. The resulting rates of consistency are of nonparametric type.
